Interpretability

Explainable Ethical Assessment on Human Behaviors by Generating Conflicting Social Norms IJCNLP 2025 Explainable Graph Neural Networks via Structural Externalities IJCAI 2025 Explainable Graph Representation Learning via Graph Pattern Analysis IJCAI 2025 Explainable Hallucination through Natural Language Inference Mapping ACL 2025 Explainable ICD Coding via Entity Linking NAACL 2025 Explainable Neural Networks with Guarantee: A Sparse Estimation Approach AAAI 2025 Explainable Robot Navigation AAAI 2025 Explainable Saliency: Articulating Reasoning with Contextual Prioritization CVPR 2025 Explainable Text Classification with LLMs: Enhancing Performance through Dialectical Prompting and Explanation-Guided Training EMNLP 2025 Explaining Decisions of Agents in Mixed-Motive Games AAAI 2025 Explaining Differences Between Model Pairs in Natural Language through Sample Learning EMNLP 2025 Explaining Domain Shifts in Language: Concept Erasing for Interpretable Image Classification CVPR 2025 Explaining, Fast and Slow: Abstraction and Refinement of Provable Explanations ICML 2025 Explaining in Diffusion: Explaining a Classifier with Diffusion Semantics CVPR 2025 Explaining Length Bias in LLM-Based Preference Evaluations EMNLP 2025 Explaining Matters: Leveraging Definitions and Semantic Expansion for Sexism Detection ACL 2025 Explaining Modern Gated-Linear RNNs via a Unified Implicit Attention Formulation ICLR 2025 Explaining ViTs Using Information Flow AISTATS 2025 Explain It as Simple as Possible, but No Simpler – Explanation via Model Simplification for Addressing Inferential Gap (Abstract Reprint) IJCAI 2025 Explain then Rank: Scale Calibration of Neural Rankers Using Natural Language Explanations from LLMs ACL 2025 Explain Yourself, Briefly! Self-Explaining Neural Networks with Concise Sufficient Reasons ICLR 2025 Explanation Bottleneck Models AAAI 2025 Explanation Regularisation through the Lens of Attributions COLING 2025 Explanations explained. Influence of Free-text Explanations on LLMs and the Role of Implicit Knowledge EMNLP 2025 Explanations for Multi-Agent Reinforcement Learning AAAI 2025